The correct response is:
first a high-pressure system, and then a low-pressure system
In weather patterns, high-pressure systems typically bring clear and sunny weather, which aligns with the forecast of a sunny week. Conversely, low-pressure systems are often associated with cloudy and rainy conditions, which corresponds to the expected rainy weekend.